Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 7000 |
| Missing cells | 65 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.4 MiB |
| Average record size in memory | 216.0 B |
Variable types
| Categorical | 11 |
|---|---|
| Numeric | 14 |
| Unsupported | 1 |
Name has a high cardinality: 6241 distinct values | High cardinality |
Income is highly overall correlated with MntMeat&Fish and 9 other fields | High correlation |
MntMeat&Fish is highly overall correlated with Income and 8 other fields | High correlation |
MntEntries is highly overall correlated with Income and 7 other fields | High correlation |
MntVegan&Vegetarian is highly overall correlated with Income and 9 other fields | High correlation |
MntDrinks is highly overall correlated with Income and 7 other fields | High correlation |
MntDesserts is highly overall correlated with Income and 7 other fields | High correlation |
MntAdditionalRequests is highly overall correlated with MntMeat&Fish and 7 other fields | High correlation |
NumAppPurchases is highly overall correlated with Income and 5 other fields | High correlation |
NumTakeAwayPurchases is highly overall correlated with Income and 9 other fields | High correlation |
NumStorePurchases is highly overall correlated with Income and 8 other fields | High correlation |
NumAppVisitsMonth is highly overall correlated with Income and 2 other fields | High correlation |
Response_Cmp3 is highly overall correlated with Income | High correlation |
Response_Cmp1 is highly imbalanced (60.1%) | Imbalance |
Response_Cmp2 is highly imbalanced (62.2%) | Imbalance |
Response_Cmp3 is highly imbalanced (58.7%) | Imbalance |
Response_Cmp4 is highly imbalanced (65.0%) | Imbalance |
Response_Cmp5 is highly imbalanced (89.2%) | Imbalance |
Complain is highly imbalanced (91.7%) | Imbalance |
Name is uniformly distributed | Uniform |
Date_Adherence is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
MntEntries has 1160 (16.6%) zeros | Zeros |
MntDrinks has 1177 (16.8%) zeros | Zeros |
MntDesserts has 1162 (16.6%) zeros | Zeros |
MntAdditionalRequests has 164 (2.3%) zeros | Zeros |
NumOfferPurchases has 184 (2.6%) zeros | Zeros |
NumAppPurchases has 84 (1.2%) zeros | Zeros |
NumTakeAwayPurchases has 83 (1.2%) zeros | Zeros |
NumStorePurchases has 98 (1.4%) zeros | Zeros |
NumAppVisitsMonth has 78 (1.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-26 15:55:41.654741 |
|---|---|
| Analysis finished | 2023-03-26 15:56:19.183915 |
| Duration | 37.53 seconds |
| Software version | ydata-profiling vv4.1.1 |
| Download configuration | config.json |
Name
Categorical
HIGH CARDINALITY UNIFORM
| Distinct | 6241 |
|---|---|
| Distinct (%) | 89.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 109.4 KiB |
| Mr. Christopher Hamilton | 3 |
|---|---|
| Mr. Alexander McDonald | 3 |
| Mr. Justin Quinn | 3 |
| Mr. Christian Hardacre | 3 |
| Mr. Trevor Paterson | 3 |
| Other values (6236) |
Length
| Max length | 25 |
|---|---|
| Median length | 22 |
| Mean length | 16.933286 |
| Min length | 11 |
Characters and Unicode
| Total characters | 118533 |
|---|---|
| Distinct characters | 52 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 5525 ? |
|---|---|
| Unique (%) | 78.9% |
Sample
| 1st row | Mr. Isaac Arnold |
|---|---|
| 2nd row | Mr. Austin Abraham |
| 3rd row | Mrs. Bernadette Allan |
| 4th row | Mrs. Kylie Russell |
| 5th row | Mr. Julian Arnold |
Common Values
| Value | Count | Frequency (%) |
| Mr. Christopher Hamilton | 3 | < 0.1% |
| Mr. Alexander McDonald | 3 | < 0.1% |
| Mr. Justin Quinn | 3 | < 0.1% |
| Mr. Christian Hardacre | 3 | < 0.1% |
| Mr. Trevor Paterson | 3 | < 0.1% |
| Mr. Trevor Morgan | 3 | < 0.1% |
| Mr. Connor Simpson | 3 | < 0.1% |
| Mr. Stewart Grant | 3 | < 0.1% |
| Mr. Simon Abraham | 3 | < 0.1% |
| Mr. Stewart Lewis | 3 | < 0.1% |
| Other values (6231) | 6970 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| mr | 5133 | 24.4% |
| miss | 1469 | 7.0% |
| mrs | 398 | 1.9% |
| stewart | 139 | 0.7% |
| james | 121 | 0.6% |
| oliver | 110 | 0.5% |
| blake | 108 | 0.5% |
| cameron | 91 | 0.4% |
| dylan | 79 | 0.4% |
| phil | 79 | 0.4% |
| Other values (301) | 13273 |
Most occurring characters
| Value | Count | Frequency (%) |
| 14000 | 11.8% | |
| r | 11837 | 10.0% |
| a | 8864 | 7.5% |
| M | 8252 | 7.0% |
| e | 7484 | 6.3% |
| n | 7338 | 6.2% |
| s | 6940 | 5.9% |
| i | 6411 | 5.4% |
| . | 5531 | 4.7% |
| l | 4864 | 4.1% |
| Other values (42) | 37012 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 77762 | |
| Uppercase Letter | 21240 | 17.9% |
| Space Separator | 14000 | 11.8% |
| Other Punctuation | 5531 | 4.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 11837 | |
| a | 8864 | |
| e | 7484 | |
| n | 7338 | |
| s | 6940 | |
| i | 6411 | |
| l | 4864 | 6.3% |
| o | 4712 | 6.1% |
| t | 2990 | 3.8% |
| h | 2714 | 3.5% |
| Other values (15) | 13608 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 8252 | |
| S | 1188 | 5.6% |
| J | 1169 | 5.5% |
| A | 990 | 4.7% |
| B | 967 | 4.6% |
| C | 934 | 4.4% |
| P | 871 | 4.1% |
| D | 746 | 3.5% |
| L | 741 | 3.5% |
| H | 697 | 3.3% |
| Other values (15) | 4685 |
Space Separator
| Value | Count | Frequency (%) |
| 14000 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 5531 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 99002 | |
| Common | 19531 | 16.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 11837 | |
| a | 8864 | 9.0% |
| M | 8252 | 8.3% |
| e | 7484 | 7.6% |
| n | 7338 | 7.4% |
| s | 6940 | 7.0% |
| i | 6411 | 6.5% |
| l | 4864 | 4.9% |
| o | 4712 | 4.8% |
| t | 2990 | 3.0% |
| Other values (40) | 29310 |
Common
| Value | Count | Frequency (%) |
| 14000 | ||
| . | 5531 | 28.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 118533 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 14000 | 11.8% | |
| r | 11837 | 10.0% |
| a | 8864 | 7.5% |
| M | 8252 | 7.0% |
| e | 7484 | 6.3% |
| n | 7338 | 6.2% |
| s | 6940 | 5.9% |
| i | 6411 | 5.4% |
| . | 5531 | 4.7% |
| l | 4864 | 4.1% |
| Other values (42) | 37012 |
Birthyear
Real number (ℝ)
| Distinct | 58 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1976.4514 |
| Minimum | 1948 |
|---|---|
| Maximum | 2005 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 1948 |
|---|---|
| 5-th percentile | 1957 |
| Q1 | 1967 |
| median | 1977 |
| Q3 | 1985 |
| 95-th percentile | 1995 |
| Maximum | 2005 |
| Range | 57 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.99627 |
|---|---|
| Coefficient of variation (CV) | 0.0060696 |
| Kurtosis | -0.85734076 |
| Mean | 1976.4514 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.092477866 |
| Sum | 13835160 |
| Variance | 143.91049 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1985 | 242 | 3.5% |
| 1981 | 238 | 3.4% |
| 1983 | 231 | 3.3% |
| 1982 | 226 | 3.2% |
| 1979 | 220 | 3.1% |
| 1984 | 217 | 3.1% |
| 1977 | 214 | 3.1% |
| 1980 | 207 | 3.0% |
| 1986 | 198 | 2.8% |
| 1976 | 197 | 2.8% |
| Other values (48) | 4810 |
| Value | Count | Frequency (%) |
| 1948 | 4 | 0.1% |
| 1949 | 6 | 0.1% |
| 1950 | 21 | 0.3% |
| 1951 | 19 | 0.3% |
| 1952 | 26 | 0.4% |
| 1953 | 34 | 0.5% |
| 1954 | 59 | |
| 1955 | 59 | |
| 1956 | 91 | |
| 1957 | 100 |
| Value | Count | Frequency (%) |
| 2005 | 4 | 0.1% |
| 2004 | 1 | < 0.1% |
| 2003 | 6 | 0.1% |
| 2002 | 17 | 0.2% |
| 2001 | 22 | 0.3% |
| 2000 | 29 | 0.4% |
| 1999 | 35 | |
| 1998 | 67 | |
| 1997 | 84 | |
| 1996 | 81 |
Education
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 14 |
| Missing (%) | 0.2% |
| Memory size | 109.4 KiB |
| Graduation | |
|---|---|
| PhD | |
| Master | |
| HighSchool | |
| Basic | 179 |
| Other values (4) | 18 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 7.7190094 |
| Min length | 3 |
Characters and Unicode
| Total characters | 53925 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Graduation |
|---|---|
| 2nd row | PhD |
| 3rd row | Master |
| 4th row | PhD |
| 5th row | Master |
Common Values
| Value | Count | Frequency (%) |
| Graduation | 3497 | |
| PhD | 1494 | |
| Master | 1135 | 16.2% |
| HighSchool | 663 | 9.5% |
| Basic | 179 | 2.6% |
| graduation | 7 | 0.1% |
| master | 7 | 0.1% |
| highschool | 2 | < 0.1% |
| phd | 2 | < 0.1% |
| (Missing) | 14 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduation | 3504 | |
| phd | 1496 | |
| master | 1142 | 16.3% |
| highschool | 665 | 9.5% |
| basic | 179 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 8329 | |
| o | 4834 | |
| t | 4646 | |
| r | 4646 | |
| i | 4348 | |
| d | 3506 | 6.5% |
| u | 3504 | 6.5% |
| n | 3504 | 6.5% |
| G | 3497 | 6.5% |
| h | 2828 | 5.2% |
| Other values (13) | 10283 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 44800 | |
| Uppercase Letter | 9125 | 16.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 8329 | |
| o | 4834 | |
| t | 4646 | |
| r | 4646 | |
| i | 4348 | |
| d | 3506 | |
| u | 3504 | |
| n | 3504 | |
| h | 2828 | 6.3% |
| s | 1323 | 3.0% |
| Other values (6) | 3332 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 3497 | |
| D | 1494 | |
| P | 1494 | |
| M | 1135 | 12.4% |
| H | 663 | 7.3% |
| S | 663 | 7.3% |
| B | 179 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 53925 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 8329 | |
| o | 4834 | |
| t | 4646 | |
| r | 4646 | |
| i | 4348 | |
| d | 3506 | 6.5% |
| u | 3504 | 6.5% |
| n | 3504 | 6.5% |
| G | 3497 | 6.5% |
| h | 2828 | 5.2% |
| Other values (13) | 10283 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 53925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 8329 | |
| o | 4834 | |
| t | 4646 | |
| r | 4646 | |
| i | 4348 | |
| d | 3506 | 6.5% |
| u | 3504 | 6.5% |
| n | 3504 | 6.5% |
| G | 3497 | 6.5% |
| h | 2828 | 5.2% |
| Other values (13) | 10283 |
Marital_Status
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 109.4 KiB |
| Married | |
|---|---|
| Together | |
| Single | |
| Divorced | |
| Widow | 243 |
| Other values (5) | 82 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.0461429 |
| Min length | 5 |
Characters and Unicode
| Total characters | 49323 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Together |
|---|---|
| 2nd row | Divorced |
| 3rd row | Divorced |
| 4th row | Divorced |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Married | 2830 | |
| Together | 1683 | |
| Single | 1525 | |
| Divorced | 637 | 9.1% |
| Widow | 243 | 3.5% |
| married | 36 | 0.5% |
| together | 23 | 0.3% |
| single | 13 | 0.2% |
| divorced | 8 | 0.1% |
| widow | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 2866 | |
| together | 1706 | |
| single | 1538 | |
| divorced | 645 | 9.2% |
| widow | 245 | 3.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8461 | |
| r | 8083 | |
| i | 5294 | |
| d | 3764 | |
| g | 3244 | 6.6% |
| a | 2866 | 5.8% |
| M | 2830 | 5.7% |
| o | 2596 | 5.3% |
| t | 1729 | 3.5% |
| h | 1706 | 3.5% |
| Other values (11) | 8750 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 42405 | |
| Uppercase Letter | 6918 | 14.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8461 | |
| r | 8083 | |
| i | 5294 | |
| d | 3764 | |
| g | 3244 | 7.7% |
| a | 2866 | 6.8% |
| o | 2596 | 6.1% |
| t | 1729 | 4.1% |
| h | 1706 | 4.0% |
| n | 1538 | 3.6% |
| Other values (6) | 3124 | 7.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 2830 | |
| T | 1683 | |
| S | 1525 | |
| D | 637 | 9.2% |
| W | 243 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 49323 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8461 | |
| r | 8083 | |
| i | 5294 | |
| d | 3764 | |
| g | 3244 | 6.6% |
| a | 2866 | 5.8% |
| M | 2830 | 5.7% |
| o | 2596 | 5.3% |
| t | 1729 | 3.5% |
| h | 1706 | 3.5% |
| Other values (11) | 8750 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 49323 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 8461 | |
| r | 8083 | |
| i | 5294 | |
| d | 3764 | |
| g | 3244 | 6.6% |
| a | 2866 | 5.8% |
| M | 2830 | 5.7% |
| o | 2596 | 5.3% |
| t | 1729 | 3.5% |
| h | 1706 | 3.5% |
| Other values (11) | 8750 |
Income
Real number (ℝ)
| Distinct | 6732 |
|---|---|
| Distinct (%) | 96.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77988.962 |
| Minimum | 2493.8 |
|---|---|
| Maximum | 237639.73 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 2493.8 |
|---|---|
| 5-th percentile | 26521.9 |
| Q1 | 51586.25 |
| median | 77190 |
| Q3 | 102016.25 |
| 95-th percentile | 126717 |
| Maximum | 237639.73 |
| Range | 235145.93 |
| Interquartile range (IQR) | 50430 |
Descriptive statistics
| Standard deviation | 35409.81 |
|---|---|
| Coefficient of variation (CV) | 0.45403618 |
| Kurtosis | 2.6490352 |
| Mean | 77988.962 |
| Median Absolute Deviation (MAD) | 25284.5 |
| Skewness | 0.8447209 |
| Sum | 5.4592274 × 108 |
| Variance | 1.2538547 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11000 | 28 | 0.4% |
| 104299 | 4 | 0.1% |
| 72803 | 3 | < 0.1% |
| 91801 | 3 | < 0.1% |
| 42343 | 3 | < 0.1% |
| 73086 | 3 | < 0.1% |
| 91594 | 3 | < 0.1% |
| 56918 | 3 | < 0.1% |
| 54943 | 3 | < 0.1% |
| 77352 | 3 | < 0.1% |
| Other values (6722) | 6944 |
| Value | Count | Frequency (%) |
| 2493.8 | 1 | |
| 3005.4 | 1 | |
| 3133.7 | 1 | |
| 3265.8 | 1 | |
| 3464.1 | 1 | |
| 3478 | 1 | |
| 3550 | 1 | |
| 3623.7 | 1 | |
| 3746.5 | 1 | |
| 3827.3 | 1 |
| Value | Count | Frequency (%) |
| 237639.725 | 1 | |
| 237322.825 | 1 | |
| 236745.625 | 1 | |
| 236316.125 | 1 | |
| 236287.625 | 1 | |
| 236217.225 | 1 | |
| 236195.425 | 1 | |
| 236158.525 | 1 | |
| 235713.425 | 1 | |
| 235452.425 | 1 |
Kid_Younger6
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 109.4 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 171 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4087 | |
| 1 | 2742 | |
| 2 | 171 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4087 | |
| 1 | 2742 | |
| 2 | 171 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4087 | |
| 1 | 2742 | |
| 2 | 171 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4087 | |
| 1 | 2742 | |
| 2 | 171 | 2.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4087 | |
| 1 | 2742 | |
| 2 | 171 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4087 | |
| 1 | 2742 | |
| 2 | 171 | 2.4% |
Children_6to18
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 109.4 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 154 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3720 | |
| 1 | 3126 | |
| 2 | 154 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3720 | |
| 1 | 3126 | |
| 2 | 154 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3720 | |
| 1 | 3126 | |
| 2 | 154 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3720 | |
| 1 | 3126 | |
| 2 | 154 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3720 | |
| 1 | 3126 | |
| 2 | 154 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3720 | |
| 1 | 3126 | |
| 2 | 154 | 2.2% |
Response_Cmp1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 109.4 KiB |
| 0 | |
|---|---|
| 1 | 554 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6446 | |
| 1 | 554 | 7.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6446 | |
| 1 | 554 | 7.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6446 | |
| 1 | 554 | 7.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6446 | |
| 1 | 554 | 7.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6446 | |
| 1 | 554 | 7.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6446 | |
| 1 | 554 | 7.9% |
Response_Cmp2
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 109.4 KiB |
| 0 | |
|---|---|
| 1 | 513 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6487 | |
| 1 | 513 | 7.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6487 | |
| 1 | 513 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6487 | |
| 1 | 513 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6487 | |
| 1 | 513 | 7.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6487 | |
| 1 | 513 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6487 | |
| 1 | 513 | 7.3% |
Response_Cmp3
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 109.4 KiB |
| 0 | |
|---|---|
| 1 | 581 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6419 | |
| 1 | 581 | 8.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6419 | |
| 1 | 581 | 8.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6419 | |
| 1 | 581 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6419 | |
| 1 | 581 | 8.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6419 | |
| 1 | 581 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6419 | |
| 1 | 581 | 8.3% |
Response_Cmp4
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 109.4 KiB |
| 0 | |
|---|---|
| 1 | 461 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6539 | |
| 1 | 461 | 6.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6539 | |
| 1 | 461 | 6.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6539 | |
| 1 | 461 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6539 | |
| 1 | 461 | 6.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6539 | |
| 1 | 461 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6539 | |
| 1 | 461 | 6.6% |
Response_Cmp5
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 109.4 KiB |
| 0 | |
|---|---|
| 1 | 100 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6900 | |
| 1 | 100 | 1.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6900 | |
| 1 | 100 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6900 | |
| 1 | 100 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6900 | |
| 1 | 100 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6900 | |
| 1 | 100 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6900 | |
| 1 | 100 | 1.4% |
Date_Adherence
Unsupported
REJECTED UNSUPPORTED
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 109.4 KiB |
Recency
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 23 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.235058 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 65 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 24 |
| median | 49 |
| Q3 | 74 |
| 95-th percentile | 95 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 28.922688 |
|---|---|
| Coefficient of variation (CV) | 0.58744092 |
| Kurtosis | -1.1979782 |
| Mean | 49.235058 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.017675703 |
| Sum | 343513 |
| Variance | 836.52186 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 49 | 86 | 1.2% |
| 24 | 85 | 1.2% |
| 64 | 84 | 1.2% |
| 30 | 83 | 1.2% |
| 4 | 82 | 1.2% |
| 92 | 82 | 1.2% |
| 46 | 82 | 1.2% |
| 9 | 82 | 1.2% |
| 45 | 81 | 1.2% |
| 26 | 80 | 1.1% |
| Other values (90) | 6150 |
| Value | Count | Frequency (%) |
| 0 | 65 | |
| 1 | 78 | |
| 2 | 66 | |
| 3 | 78 | |
| 4 | 82 | |
| 5 | 59 | |
| 6 | 69 | |
| 7 | 70 | |
| 8 | 70 | |
| 9 | 82 |
| Value | Count | Frequency (%) |
| 99 | 59 | |
| 98 | 76 | |
| 97 | 76 | |
| 96 | 76 | |
| 95 | 74 | |
| 94 | 71 | |
| 93 | 68 | |
| 92 | 82 | |
| 91 | 63 | |
| 90 | 76 |
MntMeat&Fish
Real number (ℝ)
| Distinct | 1343 |
|---|---|
| Distinct (%) | 19.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3079.5238 |
| Minimum | 0 |
|---|---|
| Maximum | 14980 |
| Zeros | 42 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 250 |
| median | 1820 |
| Q3 | 5070 |
| 95-th percentile | 10020 |
| Maximum | 14980 |
| Range | 14980 |
| Interquartile range (IQR) | 4820 |
Descriptive statistics
| Standard deviation | 3370.3772 |
|---|---|
| Coefficient of variation (CV) | 1.0944475 |
| Kurtosis | 0.5320977 |
| Mean | 3079.5238 |
| Median Absolute Deviation (MAD) | 1718 |
| Skewness | 1.1488619 |
| Sum | 21556667 |
| Variance | 11359442 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20 | 121 | 1.7% |
| 40 | 116 | 1.7% |
| 30 | 101 | 1.4% |
| 10 | 100 | 1.4% |
| 60 | 98 | 1.4% |
| 50 | 92 | 1.3% |
| 120 | 83 | 1.2% |
| 80 | 76 | 1.1% |
| 70 | 73 | 1.0% |
| 90 | 73 | 1.0% |
| Other values (1333) | 6067 |
| Value | Count | Frequency (%) |
| 0 | 42 | |
| 2 | 1 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 4 | 0.1% |
| 5 | 4 | 0.1% |
| 6 | 3 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 4 | 0.1% |
| 10 | 100 |
| Value | Count | Frequency (%) |
| 14980 | 1 | |
| 14970 | 1 | |
| 14940 | 1 | |
| 14930 | 1 | |
| 14920 | 1 | |
| 14890 | 1 | |
| 14860 | 1 | |
| 14810 | 1 | |
| 14780 | 1 | |
| 14720 | 1 |
MntEntries
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 378 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 534.74943 |
| Minimum | 0 |
|---|---|
| Maximum | 3980 |
| Zeros | 1160 |
| Zeros (%) | 16.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 40 |
| median | 180 |
| Q3 | 680 |
| 95-th percentile | 2380 |
| Maximum | 3980 |
| Range | 3980 |
| Interquartile range (IQR) | 640 |
Descriptive statistics
| Standard deviation | 787.84668 |
|---|---|
| Coefficient of variation (CV) | 1.4733007 |
| Kurtosis | 4.096167 |
| Mean | 534.74943 |
| Median Absolute Deviation (MAD) | 180 |
| Skewness | 2.08722 |
| Sum | 3743246 |
| Variance | 620702.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1160 | 16.6% |
| 20 | 469 | 6.7% |
| 40 | 375 | 5.4% |
| 60 | 336 | 4.8% |
| 80 | 266 | 3.8% |
| 100 | 215 | 3.1% |
| 140 | 208 | 3.0% |
| 120 | 180 | 2.6% |
| 160 | 139 | 2.0% |
| 180 | 129 | 1.8% |
| Other values (368) | 3523 |
| Value | Count | Frequency (%) |
| 0 | 1160 | |
| 2 | 8 | 0.1% |
| 4 | 9 | 0.1% |
| 6 | 8 | 0.1% |
| 8 | 10 | 0.1% |
| 10 | 9 | 0.1% |
| 12 | 3 | < 0.1% |
| 14 | 4 | 0.1% |
| 16 | 7 | 0.1% |
| 18 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 3980 | 2 | < 0.1% |
| 3960 | 1 | < 0.1% |
| 3940 | 7 | |
| 3900 | 1 | < 0.1% |
| 3880 | 4 | |
| 3860 | 2 | < 0.1% |
| 3840 | 4 | |
| 3820 | 2 | < 0.1% |
| 3800 | 3 | |
| 3780 | 5 |
MntVegan&Vegetarian
Real number (ℝ)
| Distinct | 1039 |
|---|---|
| Distinct (%) | 14.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2785.0508 |
| Minimum | 0 |
|---|---|
| Maximum | 25974 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 240 |
| median | 1110 |
| Q3 | 3795 |
| 95-th percentile | 10755 |
| Maximum | 25974 |
| Range | 25974 |
| Interquartile range (IQR) | 3555 |
Descriptive statistics
| Standard deviation | 3908.7182 |
|---|---|
| Coefficient of variation (CV) | 1.4034639 |
| Kurtosis | 8.4315383 |
| Mean | 2785.0508 |
| Median Absolute Deviation (MAD) | 975 |
| Skewness | 2.4868973 |
| Sum | 19495356 |
| Variance | 15278078 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 105 | 145 | 2.1% |
| 150 | 136 | 1.9% |
| 75 | 134 | 1.9% |
| 90 | 133 | 1.9% |
| 180 | 126 | 1.8% |
| 165 | 122 | 1.7% |
| 60 | 117 | 1.7% |
| 120 | 115 | 1.6% |
| 135 | 105 | 1.5% |
| 45 | 103 | 1.5% |
| Other values (1029) | 5764 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1.5 | 1 | < 0.1% |
| 4.5 | 4 | 0.1% |
| 7.5 | 2 | < 0.1% |
| 10.5 | 2 | < 0.1% |
| 12 | 1 | < 0.1% |
| 13.5 | 1 | < 0.1% |
| 15 | 38 | |
| 16.5 | 4 | 0.1% |
| 18 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 25974 | 1 | |
| 25819.5 | 1 | |
| 25768.5 | 1 | |
| 25713 | 1 | |
| 25614 | 1 | |
| 25474.5 | 1 | |
| 25351.5 | 1 | |
| 25290 | 1 | |
| 25284 | 1 | |
| 25237.5 | 1 |
MntDrinks
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 370 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 28 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 545.65754 |
| Minimum | 0 |
|---|---|
| Maximum | 3980 |
| Zeros | 1177 |
| Zeros (%) | 16.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 40 |
| median | 180 |
| Q3 | 700 |
| 95-th percentile | 2449 |
| Maximum | 3980 |
| Range | 3980 |
| Interquartile range (IQR) | 660 |
Descriptive statistics
| Standard deviation | 805.14909 |
|---|---|
| Coefficient of variation (CV) | 1.4755575 |
| Kurtosis | 3.839256 |
| Mean | 545.65754 |
| Median Absolute Deviation (MAD) | 180 |
| Skewness | 2.0463077 |
| Sum | 3804324.4 |
| Variance | 648265.05 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1177 | 16.8% |
| 20 | 449 | 6.4% |
| 40 | 367 | 5.2% |
| 60 | 345 | 4.9% |
| 80 | 244 | 3.5% |
| 100 | 213 | 3.0% |
| 140 | 202 | 2.9% |
| 120 | 176 | 2.5% |
| 160 | 165 | 2.4% |
| 200 | 146 | 2.1% |
| Other values (360) | 3488 |
| Value | Count | Frequency (%) |
| 0 | 1177 | |
| 2 | 12 | 0.2% |
| 4 | 7 | 0.1% |
| 6 | 10 | 0.1% |
| 8 | 4 | 0.1% |
| 10 | 6 | 0.1% |
| 12 | 5 | 0.1% |
| 14 | 4 | 0.1% |
| 16 | 4 | 0.1% |
| 18 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 3980 | 3 | |
| 3960 | 4 | |
| 3940 | 5 | |
| 3920 | 2 | < 0.1% |
| 3900 | 3 | |
| 3880 | 4 | |
| 3840 | 5 | |
| 3820 | 2 | < 0.1% |
| 3800 | 3 | |
| 3780 | 5 |
MntDesserts
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 364 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 540.65603 |
| Minimum | 0 |
|---|---|
| Maximum | 3980 |
| Zeros | 1162 |
| Zeros (%) | 16.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 40 |
| median | 180 |
| Q3 | 680 |
| 95-th percentile | 2500 |
| Maximum | 3980 |
| Range | 3980 |
| Interquartile range (IQR) | 640 |
Descriptive statistics
| Standard deviation | 802.22187 |
|---|---|
| Coefficient of variation (CV) | 1.4837934 |
| Kurtosis | 3.8134636 |
| Mean | 540.65603 |
| Median Absolute Deviation (MAD) | 180 |
| Skewness | 2.0578112 |
| Sum | 3784592.2 |
| Variance | 643559.92 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1162 | 16.6% |
| 20 | 456 | 6.5% |
| 40 | 396 | 5.7% |
| 60 | 345 | 4.9% |
| 80 | 234 | 3.3% |
| 100 | 221 | 3.2% |
| 140 | 183 | 2.6% |
| 120 | 168 | 2.4% |
| 160 | 153 | 2.2% |
| 280 | 123 | 1.8% |
| Other values (354) | 3559 |
| Value | Count | Frequency (%) |
| 0 | 1162 | |
| 2 | 18 | 0.3% |
| 4 | 3 | < 0.1% |
| 6 | 8 | 0.1% |
| 8 | 5 | 0.1% |
| 10 | 4 | 0.1% |
| 12 | 6 | 0.1% |
| 14 | 5 | 0.1% |
| 16 | 6 | 0.1% |
| 18 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 3980 | 3 | |
| 3960 | 2 | < 0.1% |
| 3940 | 5 | |
| 3920 | 2 | < 0.1% |
| 3900 | 1 | < 0.1% |
| 3880 | 2 | < 0.1% |
| 3860 | 1 | < 0.1% |
| 3840 | 4 | |
| 3820 | 4 | |
| 3780 | 5 |
MntAdditionalRequests
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 324 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.556186 |
| Minimum | 0 |
|---|---|
| Maximum | 249 |
| Zeros | 164 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 24 |
| Q3 | 57 |
| 95-th percentile | 155 |
| Maximum | 249 |
| Range | 249 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 49.650747 |
|---|---|
| Coefficient of variation (CV) | 1.1667105 |
| Kurtosis | 3.0841903 |
| Mean | 42.556186 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 1.8265224 |
| Sum | 297893.3 |
| Variance | 2465.1967 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 214 | 3.1% |
| 2 | 202 | 2.9% |
| 4 | 198 | 2.8% |
| 1 | 197 | 2.8% |
| 7 | 179 | 2.6% |
| 5 | 169 | 2.4% |
| 0 | 164 | 2.3% |
| 9 | 158 | 2.3% |
| 6 | 156 | 2.2% |
| 12 | 155 | 2.2% |
| Other values (314) | 5208 |
| Value | Count | Frequency (%) |
| 0 | 164 | |
| 0.1 | 6 | 0.1% |
| 0.2 | 3 | < 0.1% |
| 0.3 | 7 | 0.1% |
| 0.4 | 5 | 0.1% |
| 0.5 | 2 | < 0.1% |
| 0.6 | 3 | < 0.1% |
| 0.7 | 2 | < 0.1% |
| 0.8 | 4 | 0.1% |
| 0.9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 249 | 5 | |
| 247 | 1 | < 0.1% |
| 246 | 6 | |
| 245 | 3 | |
| 244 | 2 | < 0.1% |
| 243 | 1 | < 0.1% |
| 242 | 1 | < 0.1% |
| 241 | 5 | |
| 240 | 2 | < 0.1% |
| 239 | 1 | < 0.1% |
NumOfferPurchases
Real number (ℝ)
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4484286 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 184 |
| Zeros (%) | 2.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.3069679 |
|---|---|
| Coefficient of variation (CV) | 0.94222387 |
| Kurtosis | 10.997946 |
| Mean | 2.4484286 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.8605144 |
| Sum | 17139 |
| Variance | 5.3221007 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 1 | 2982 | |
| 2 | 1510 | |
| 3 | 929 | 13.3% |
| 4 | 581 | 8.3% |
| 5 | 271 | 3.9% |
| 0 | 184 | 2.6% |
| 6 | 178 | 2.5% |
| 7 | 129 | 1.8% |
| 15 | 83 | 1.2% |
| 8 | 54 | 0.8% |
| Other values (7) | 99 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 184 | 2.6% |
| 1 | 2982 | |
| 2 | 1510 | |
| 3 | 929 | 13.3% |
| 4 | 581 | 8.3% |
| 5 | 271 | 3.9% |
| 6 | 178 | 2.5% |
| 7 | 129 | 1.8% |
| 8 | 54 | 0.8% |
| 9 | 45 | 0.6% |
| Value | Count | Frequency (%) |
| 16 | 5 | 0.1% |
| 15 | 83 | |
| 14 | 2 | < 0.1% |
| 13 | 4 | 0.1% |
| 12 | 9 | 0.1% |
| 11 | 10 | 0.1% |
| 10 | 24 | 0.3% |
| 9 | 45 | 0.6% |
| 8 | 54 | |
| 7 | 129 |
NumAppPurchases
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0157143 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 84 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.7455369 |
|---|---|
| Coefficient of variation (CV) | 0.45639416 |
| Kurtosis | -0.22289894 |
| Mean | 6.0157143 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.52587281 |
| Sum | 42110 |
| Variance | 7.5379728 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 4 | 1143 | |
| 3 | 1043 | |
| 5 | 1015 | |
| 6 | 867 | |
| 7 | 741 | |
| 8 | 598 | |
| 9 | 467 | |
| 10 | 328 | 4.7% |
| 11 | 237 | 3.4% |
| 12 | 181 | 2.6% |
| Other values (4) | 380 | 5.4% |
| Value | Count | Frequency (%) |
| 0 | 84 | 1.2% |
| 1 | 90 | 1.3% |
| 2 | 79 | 1.1% |
| 3 | 1043 | |
| 4 | 1143 | |
| 5 | 1015 | |
| 6 | 867 | |
| 7 | 741 | |
| 8 | 598 | |
| 9 | 467 |
| Value | Count | Frequency (%) |
| 13 | 127 | 1.8% |
| 12 | 181 | 2.6% |
| 11 | 237 | 3.4% |
| 10 | 328 | 4.7% |
| 9 | 467 | |
| 8 | 598 | |
| 7 | 741 | |
| 6 | 867 | |
| 5 | 1015 | |
| 4 | 1143 |
NumTakeAwayPurchases
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8345714 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 83 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 10 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.3311416 |
|---|---|
| Coefficient of variation (CV) | 0.86871288 |
| Kurtosis | 8.5821378 |
| Mean | 3.8345714 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.2541583 |
| Sum | 26842 |
| Variance | 11.096504 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 1 | 1712 | |
| 2 | 1462 | |
| 3 | 945 | |
| 4 | 576 | 8.2% |
| 5 | 557 | 8.0% |
| 6 | 400 | 5.7% |
| 7 | 382 | 5.5% |
| 8 | 266 | 3.8% |
| 9 | 200 | 2.9% |
| 10 | 142 | 2.0% |
| Other values (5) | 358 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 83 | 1.2% |
| 1 | 1712 | |
| 2 | 1462 | |
| 3 | 945 | |
| 4 | 576 | 8.2% |
| 5 | 557 | 8.0% |
| 6 | 400 | 5.7% |
| 7 | 382 | 5.5% |
| 8 | 266 | 3.8% |
| 9 | 200 | 2.9% |
| Value | Count | Frequency (%) |
| 24 | 13 | 0.2% |
| 23 | 48 | 0.7% |
| 12 | 90 | 1.3% |
| 11 | 124 | 1.8% |
| 10 | 142 | 2.0% |
| 9 | 200 | 2.9% |
| 8 | 266 | |
| 7 | 382 | |
| 6 | 400 | |
| 5 | 557 |
NumStorePurchases
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7905714 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 98 |
| Zeros (%) | 1.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.295708 |
|---|---|
| Coefficient of variation (CV) | 0.56915074 |
| Kurtosis | -0.69432689 |
| Mean | 5.7905714 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.62325366 |
| Sum | 40534 |
| Variance | 10.861691 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 1506 | |
| 4 | 1058 | |
| 2 | 620 | |
| 6 | 546 | 7.8% |
| 5 | 543 | 7.8% |
| 8 | 495 | 7.1% |
| 7 | 458 | 6.5% |
| 10 | 377 | 5.4% |
| 9 | 359 | 5.1% |
| 12 | 322 | 4.6% |
| Other values (4) | 716 |
| Value | Count | Frequency (%) |
| 0 | 98 | 1.4% |
| 1 | 76 | 1.1% |
| 2 | 620 | |
| 3 | 1506 | |
| 4 | 1058 | |
| 5 | 543 | 7.8% |
| 6 | 546 | 7.8% |
| 7 | 458 | 6.5% |
| 8 | 495 | 7.1% |
| 9 | 359 | 5.1% |
| Value | Count | Frequency (%) |
| 13 | 242 | 3.5% |
| 12 | 322 | 4.6% |
| 11 | 300 | 4.3% |
| 10 | 377 | 5.4% |
| 9 | 359 | 5.1% |
| 8 | 495 | |
| 7 | 458 | |
| 6 | 546 | |
| 5 | 543 | |
| 4 | 1058 |
NumAppVisitsMonth
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.2782857 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 78 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 109.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.7485959 |
|---|---|
| Coefficient of variation (CV) | 0.52073647 |
| Kurtosis | 4.9928703 |
| Mean | 5.2782857 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.005192 |
| Sum | 36948 |
| Variance | 7.5547792 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 7 | 1116 | |
| 6 | 996 | |
| 8 | 965 | |
| 5 | 897 | |
| 4 | 684 | |
| 3 | 648 | |
| 2 | 641 | |
| 1 | 558 | |
| 9 | 350 | 5.0% |
| 0 | 78 | 1.1% |
| Other values (3) | 67 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 78 | 1.1% |
| 1 | 558 | |
| 2 | 641 | |
| 3 | 648 | |
| 4 | 684 | |
| 5 | 897 | |
| 6 | 996 | |
| 7 | 1116 | |
| 8 | 965 | |
| 9 | 350 | 5.0% |
| Value | Count | Frequency (%) |
| 20 | 39 | 0.6% |
| 19 | 25 | 0.4% |
| 10 | 3 | < 0.1% |
| 9 | 350 | 5.0% |
| 8 | 965 | |
| 7 | 1116 | |
| 6 | 996 | |
| 5 | 897 | |
| 4 | 684 | |
| 3 | 648 |
Complain
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 109.4 KiB |
| 0 | |
|---|---|
| 1 | 72 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6928 | |
| 1 | 72 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6928 | |
| 1 | 72 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6928 | |
| 1 | 72 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6928 | |
| 1 | 72 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6928 | |
| 1 | 72 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6928 | |
| 1 | 72 | 1.0% |
| Birthyear | Income | Recency | MntMeat&Fish | MntEntries | MntVegan&Vegetarian | MntDrinks | MntDesserts | MntAdditionalRequests | NumOfferPurchases | NumAppPurchases | NumTakeAwayPurchases | NumStorePurchases | NumAppVisitsMonth | Education | Marital_Status | Kid_Younger6 | Children_6to18 | Response_Cmp1 | Response_Cmp2 | Response_Cmp3 | Response_Cmp4 | Response_Cmp5 | Complain | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Birthyear | 1.000 | -0.214 | 0.004 | -0.226 | -0.010 | -0.126 | -0.015 | -0.029 | -0.064 | -0.057 | -0.138 | -0.155 | -0.182 | 0.131 | 0.097 | 0.092 | 0.226 | 0.347 | 0.019 | 0.066 | 0.096 | 0.073 | 0.028 | 0.000 |
| Income | -0.214 | 1.000 | 0.023 | 0.796 | 0.557 | 0.804 | 0.555 | 0.559 | 0.481 | -0.239 | 0.530 | 0.765 | 0.689 | -0.655 | 0.127 | 0.026 | 0.415 | 0.319 | 0.053 | 0.227 | 0.550 | 0.356 | 0.137 | 0.000 |
| Recency | 0.004 | 0.023 | 1.000 | 0.028 | 0.011 | 0.027 | 0.006 | 0.023 | 0.011 | 0.006 | 0.017 | 0.033 | 0.021 | -0.015 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.028 | 0.014 |
| MntMeat&Fish | -0.226 | 0.796 | 0.028 | 1.000 | 0.517 | 0.797 | 0.515 | 0.519 | 0.576 | 0.011 | 0.736 | 0.790 | 0.792 | -0.364 | 0.090 | 0.025 | 0.404 | 0.099 | 0.035 | 0.352 | 0.474 | 0.348 | 0.234 | 0.000 |
| MntEntries | -0.010 | 0.557 | 0.011 | 0.517 | 1.000 | 0.693 | 0.702 | 0.705 | 0.552 | -0.139 | 0.450 | 0.618 | 0.580 | -0.417 | 0.054 | 0.000 | 0.307 | 0.145 | 0.017 | 0.044 | 0.257 | 0.209 | 0.000 | 0.017 |
| MntVegan&Vegetarian | -0.126 | 0.804 | 0.027 | 0.797 | 0.693 | 1.000 | 0.691 | 0.694 | 0.604 | -0.070 | 0.626 | 0.846 | 0.731 | -0.501 | 0.043 | 0.033 | 0.321 | 0.233 | 0.000 | 0.109 | 0.390 | 0.301 | 0.053 | 0.018 |
| MntDrinks | -0.015 | 0.555 | 0.006 | 0.515 | 0.702 | 0.691 | 1.000 | 0.693 | 0.547 | -0.136 | 0.459 | 0.615 | 0.586 | -0.418 | 0.045 | 0.000 | 0.300 | 0.146 | 0.030 | 0.056 | 0.250 | 0.201 | 0.023 | 0.000 |
| MntDesserts | -0.029 | 0.559 | 0.023 | 0.519 | 0.705 | 0.694 | 0.693 | 1.000 | 0.551 | -0.134 | 0.464 | 0.615 | 0.592 | -0.424 | 0.043 | 0.000 | 0.297 | 0.145 | 0.029 | 0.062 | 0.280 | 0.218 | 0.022 | 0.000 |
| MntAdditionalRequests | -0.064 | 0.481 | 0.011 | 0.576 | 0.552 | 0.604 | 0.547 | 0.551 | 1.000 | 0.075 | 0.586 | 0.612 | 0.549 | -0.210 | 0.050 | 0.020 | 0.256 | 0.026 | 0.172 | 0.065 | 0.168 | 0.145 | 0.046 | 0.000 |
| NumOfferPurchases | -0.057 | -0.239 | 0.006 | 0.011 | -0.139 | -0.070 | -0.136 | -0.134 | 0.075 | 1.000 | 0.252 | -0.056 | 0.026 | 0.412 | 0.014 | 0.047 | 0.221 | 0.334 | 0.061 | 0.050 | 0.260 | 0.176 | 0.062 | 0.000 |
| NumAppPurchases | -0.138 | 0.530 | 0.017 | 0.736 | 0.450 | 0.626 | 0.459 | 0.464 | 0.586 | 0.252 | 1.000 | 0.590 | 0.674 | -0.046 | 0.056 | 0.030 | 0.286 | 0.121 | 0.044 | 0.189 | 0.197 | 0.179 | 0.103 | 0.013 |
| NumTakeAwayPurchases | -0.155 | 0.765 | 0.033 | 0.790 | 0.618 | 0.846 | 0.615 | 0.615 | 0.612 | -0.056 | 0.590 | 1.000 | 0.672 | -0.549 | 0.077 | 0.048 | 0.408 | 0.174 | 0.049 | 0.200 | 0.375 | 0.320 | 0.107 | 0.000 |
| NumStorePurchases | -0.182 | 0.689 | 0.021 | 0.792 | 0.580 | 0.731 | 0.586 | 0.592 | 0.549 | 0.026 | 0.674 | 0.672 | 1.000 | -0.417 | 0.070 | 0.025 | 0.401 | 0.085 | 0.142 | 0.191 | 0.241 | 0.201 | 0.095 | 0.000 |
| NumAppVisitsMonth | 0.131 | -0.655 | -0.015 | -0.364 | -0.417 | -0.501 | -0.418 | -0.424 | -0.210 | 0.412 | -0.046 | -0.549 | -0.417 | 1.000 | 0.052 | 0.016 | 0.346 | 0.220 | 0.105 | 0.048 | 0.307 | 0.202 | 0.000 | 0.000 |
| Education | 0.097 | 0.127 | 0.000 | 0.090 | 0.054 | 0.043 | 0.045 | 0.043 | 0.050 | 0.014 | 0.056 | 0.077 | 0.070 | 0.052 | 1.000 | 0.000 | 0.079 | 0.098 | 0.000 | 0.049 | 0.053 | 0.049 | 0.000 | 0.043 |
| Marital_Status | 0.092 | 0.026 | 0.001 | 0.025 | 0.000 | 0.033 | 0.000 | 0.000 | 0.020 | 0.047 | 0.030 | 0.048 | 0.025 | 0.016 | 0.000 | 1.000 | 0.046 | 0.057 | 0.021 | 0.047 | 0.032 | 0.046 | 0.018 | 0.000 |
| Kid_Younger6 | 0.226 | 0.415 | 0.000 | 0.404 | 0.307 | 0.321 | 0.300 | 0.297 | 0.256 | 0.221 | 0.286 | 0.408 | 0.401 | 0.346 | 0.079 | 0.046 | 1.000 | 0.047 | 0.068 | 0.167 | 0.226 | 0.190 | 0.080 | 0.025 |
| Children_6to18 | 0.347 | 0.319 | 0.000 | 0.099 | 0.145 | 0.233 | 0.146 | 0.145 | 0.026 | 0.334 | 0.121 | 0.174 | 0.085 | 0.220 | 0.098 | 0.057 | 0.047 | 1.000 | 0.041 | 0.021 | 0.203 | 0.136 | 0.000 | 0.000 |
| Response_Cmp1 | 0.019 | 0.053 | 0.000 | 0.035 | 0.017 | 0.000 | 0.030 | 0.029 | 0.172 | 0.061 | 0.044 | 0.049 | 0.142 | 0.105 | 0.000 | 0.021 | 0.068 | 0.041 | 1.000 | 0.081 | 0.040 | 0.074 | 0.041 | 0.000 |
| Response_Cmp2 | 0.066 | 0.227 | 0.000 | 0.352 | 0.044 | 0.109 | 0.056 | 0.062 | 0.065 | 0.050 | 0.189 | 0.200 | 0.191 | 0.048 | 0.049 | 0.047 | 0.167 | 0.021 | 0.081 | 1.000 | 0.274 | 0.238 | 0.236 | 0.000 |
| Response_Cmp3 | 0.096 | 0.550 | 0.018 | 0.474 | 0.257 | 0.390 | 0.250 | 0.280 | 0.168 | 0.260 | 0.197 | 0.375 | 0.241 | 0.307 | 0.053 | 0.032 | 0.226 | 0.203 | 0.040 | 0.274 | 1.000 | 0.389 | 0.214 | 0.000 |
| Response_Cmp4 | 0.073 | 0.356 | 0.000 | 0.348 | 0.209 | 0.301 | 0.201 | 0.218 | 0.145 | 0.176 | 0.179 | 0.320 | 0.201 | 0.202 | 0.049 | 0.046 | 0.190 | 0.136 | 0.074 | 0.238 | 0.389 | 1.000 | 0.208 | 0.000 |
| Response_Cmp5 | 0.028 | 0.137 | 0.028 | 0.234 | 0.000 | 0.053 | 0.023 | 0.022 | 0.046 | 0.062 | 0.103 | 0.107 | 0.095 | 0.000 | 0.000 | 0.018 | 0.080 | 0.000 | 0.041 | 0.236 | 0.214 | 0.208 | 1.000 | 0.000 |
| Complain | 0.000 | 0.000 | 0.014 | 0.000 | 0.017 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Name | Birthyear | Education | Marital_Status | Income | Kid_Younger6 | Children_6to18 | Response_Cmp1 | Response_Cmp2 | Response_Cmp3 | Response_Cmp4 | Response_Cmp5 | Date_Adherence | Recency | MntMeat&Fish | MntEntries | MntVegan&Vegetarian | MntDrinks | MntDesserts | MntAdditionalRequests | NumOfferPurchases | NumAppPurchases | NumTakeAwayPurchases | NumStorePurchases | NumAppVisitsMonth | Complain | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CustomerID | ||||||||||||||||||||||||||
| 5078 | Mr. Isaac Arnold | 1969 | Graduation | Together | 99861.0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2021-11-03 00:00:00 | 66.0 | 5180.0 | 1400 | 9240.0 | 2800.0 | 840.0 | 28.0 | 1 | 8 | 6 | 10 | 4 | 0 |
| 5081 | Mr. Austin Abraham | 1964 | PhD | Divorced | 124326.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-04-17 00:00:00 | 6.0 | 8450.0 | 300 | 8760.0 | 1220.0 | 600.0 | 30.0 | 1 | 5 | 3 | 8 | 1 | 0 |
| 5084 | Mrs. Bernadette Allan | 1979 | Master | Divorced | 31179.0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 2022-05-27 00:00:00 | 69.0 | 140.0 | 160 | 150.0 | 0.0 | 200.0 | 27.0 | 3 | 4 | 3 | 2 | 7 | 0 |
| 5087 | Mrs. Kylie Russell | 1969 | PhD | Divorced | 102929.0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2021-07-22 00:00:00 | 10.0 | 5320.0 | 1760 | 2520.0 | 1060.0 | 880.0 | 133.0 | 3 | 9 | 4 | 13 | 5 | 0 |
| 5090 | Mr. Julian Arnold | 1975 | Master | Married | 101038.0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 2021-02-03 00:00:00 | 26.0 | 6710.0 | 1120 | 4770.0 | 900.0 | 900.0 | 216.0 | 1 | 11 | 8 | 11 | 6 | 0 |
| 5093 | Mr. Nicholas Smith | 1977 | PhD | Together | 24625.0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 2021-10-31 00:00:00 | 65.0 | 260.0 | 20 | 390.0 | 20.0 | 0.0 | 16.0 | 5 | 5 | 2 | 3 | 9 | 0 |
| 5096 | Mr. Paul Bell | 1959 | Graduation | Married | 76434.0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 2020-12-07 00:00:00 | 73.0 | 2440.0 | 480 | 660.0 | 60.0 | 540.0 | 10.0 | 7 | 7 | 3 | 6 | 7 | 0 |
| 5099 | Mr. Julian Mathis | 1960 | Master | Single | 75463.0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2022-03-13 00:00:00 | 44.0 | 340.0 | 0 | 60.0 | 0.0 | 0.0 | 1.0 | 1 | 3 | 1 | 3 | 3 | 0 |
| 5102 | Mrs. Rose Clarkson | 1959 | Master | Married | 120449.0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 2021-10-31 00:00:00 | 75.0 | 5320.0 | 2520 | 7350.0 | 2520.0 | 2520.0 | 126.0 | 1 | 7 | 6 | 11 | 1 | 0 |
| 5105 | Mr. Michael Duncan | 1996 | HighSchool | Married | 26231.0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2020-12-18 00:00:00 | 53.0 | 30.0 | 200 | 45.0 | 20.0 | 0.0 | 1.0 | 1 | 2 | 1 | 3 | 7 | 0 |
| Name | Birthyear | Education | Marital_Status | Income | Kid_Younger6 | Children_6to18 | Response_Cmp1 | Response_Cmp2 | Response_Cmp3 | Response_Cmp4 | Response_Cmp5 | Date_Adherence | Recency | MntMeat&Fish | MntEntries | MntVegan&Vegetarian | MntDrinks | MntDesserts | MntAdditionalRequests | NumOfferPurchases | NumAppPurchases | NumTakeAwayPurchases | NumStorePurchases | NumAppVisitsMonth | Complain | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CustomerID | ||||||||||||||||||||||||||
| 35024 | Mr. Brian Ball | 1979 | Graduation | Together | 64175.0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2020-09-06 00:00:00 | 52.0 | 2840.0 | 340 | 1365.0 | 420.0 | 420.0 | 249.0 | 2 | 9 | 6 | 3 | 7 | 0 |
| 35027 | Miss Jane North | 1972 | Graduation | Together | 81783.0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 2022-04-24 00:00:00 | 97.0 | 1360.0 | 20 | 180.0 | 0.0 | 60.0 | 32.0 | 2 | 6 | 2 | 3 | 6 | 0 |
| 35030 | Mr. Alan Brown | 1963 | PhD | Married | 111021.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2021-09-14 00:00:00 | 6.0 | 8520.0 | 680 | 3450.0 | 220.0 | 460.0 | 69.0 | 1 | 9 | 5 | 6 | 3 | 0 |
| 35039 | Mr. Simon Rampling | 1978 | HighSchool | Divorced | 96366.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2021-10-14 00:00:00 | 18.0 | 2790.0 | 3440 | 1110.0 | 576.0 | 160.0 | 246.0 | 1 | 4 | 11 | 10 | 1 | 0 |
| 35045 | Mr. Tim Nolan | 1959 | Master | Divorced | 115490.0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2021-03-01 00:00:00 | 75.0 | 10280.0 | 1600 | 5775.0 | 0.0 | 2240.0 | 144.0 | 3 | 4 | 6 | 7 | 6 | 0 |
| 35057 | Mr. Jacob Grant | 1960 | HighSchool | Together | 103804.0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2020-09-24 00:00:00 | 1.0 | 6090.0 | 880 | 2820.0 | 520.0 | 700.0 | 34.0 | 2 | 4 | 3 | 9 | 7 | 0 |
| 35063 | Mr. Thomas Parr | 1981 | Graduation | Together | 59722.0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2021-05-09 00:00:00 | 72.0 | 4140.0 | 2220 | 5445.0 | 200.0 | 2220.0 | 43.0 | 2 | 9 | 4 | 5 | 6 | 0 |
| 35066 | Mr. Trevor Dickens | 1965 | Graduation | Married | 138559.0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 2022-04-03 00:00:00 | 75.0 | 10170.0 | 660 | 6255.0 | 1660.0 | 2000.0 | 16.0 | 1 | 7 | 6 | 5 | 5 | 0 |
| 35069 | Mr. Benjamin Rees | 1979 | PhD | Together | 109591.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-05-24 00:00:00 | 98.0 | 6750.0 | 0 | 6390.0 | 3220.0 | 410.0 | 58.0 | 1 | 7 | 6 | 12 | 3 | 0 |
| 35072 | Mrs. Leah Wright | 1983 | HighSchool | Divorced | 122120.0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-05-12 00:00:00 | 4.0 | 6480.0 | 432 | 5460.0 | 2160.0 | 260.0 | 108.0 | 1 | 12 | 5 | 6 | 4 | 0 |